What LLMs cite
Best direct to consumer wine clubs
From recent prompt runs · United States · Updated September 10, 2026
GEOGrow tested this high-intent customer question across Claude, Gemini, ChatGPT, and Perplexity. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Winc
Leads across all key metrics
AI engines mentioning
3 of 4
Winc appears in 3 of 4 AI engines
#1 recommendations
1
Winc was the #1 recommendation once.
AI answer share
75%
Winc appears in 75% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated September 10, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Winc Claim your company | 3 of 4 | 1 | 75% |
| 2 | Firstleaf Claim | 3 of 4 | 1 | 75% |
| 3 | Wine.com Claim | 1 of 4 | 1 | 25% |
| 4 | Wine Access Claim | 1 of 4 | 1 | 25% |
| 5 | Naked Wines Claim | 4 of 4 | 0 | 100% |
| 6 | Bright Cellars Claim | 3 of 4 | 0 | 75% |
| 7 | Picked by Wine.com Claim | 1 of 4 | 0 | 25% |
| 8 | SommSelect Claim | 2 of 4 | 0 | 50% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. Winc
- 2. Firstleaf
- 3. Bright Cellars
- 4. Naked Wines
- 5. Vinebox
- 6. Wine Awesomeness
+15 more in this answer
Gemini
- 1. Firstleaf
- 2. Naked Wines
- 3. Winc
- 4. Bright Cellars
- 5. Plonk Wine Club
- 6. Vinebox
+13 more in this answer
Perplexity
Claude
- 1. Wine.com
- 2. Winc
- 3. Firstleaf
- 4. Naked Wines
- 5. Club W (now Winc)
- 6. Bright Cellars
+15 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- nytimes.com The 4 Best Wine Clubs of 2026
- reddit.com Wine clubs recs : r/wine - Reddit
- winc.com Club W rebranded as Winc
- brightcellars.com Bright Cellars - Personalized Wine Subscription
- cawineclub.com The California Wine Club
- cellarswineclub.com Cellars Wine Club
- dryfarmwines.com Dry Farm Wines - Health-Focused Natural Wine Club
- firstleaf.com Firstleaf Wine Club
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Winc currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Winc currently leads this conversation.
- #1 Winc 75%
- #2 Firstleaf 75%
- #3 Wine.com 25%
- #4 Wine Access 25%
- #5 Naked Wines 100%
- #6 Bright Cellars 75%
- #7
- #8 SommSelect 50%
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 4 independent AI observations.
- Question tested
- Best direct to consumer wine clubs
- Market
- United States
- AI engines
- Claude, Gemini, ChatGPT, and Perplexity
- Research date
- September 10, 2026